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Distribution Visualization for User Behavior Analysis on LTE Network

机译:LTE网络用户行为分析的分布式可视化

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In order to seamlessly provide high quality communication services, mobile network operators (MNOs) tackle to promptly respond to a degradation of the communication quality when it occurs. MNOs are facing a difficulty to detect the degradation without any error messages or nonconformity. For the first step of the study, we implemented a Self-Organizing Map (SOM)-based visualization system to analyze the users' behavior in evolved packet core based on state transitions estimated by capturing LTE C-Plane signals. We show a case study of analyzing actual LTE signals using the implemented system, which demonstrates that we can intuitively see the unexpected characteristic of users' behavior from the results.
机译:为了无缝提供高质量的通信服务,移动网络运营商(MNOS)解决它在发生时迅速响应通信质量的劣化。 MNOS面临难以在没有任何错误消息或非责任的情况下检测到劣化。对于该研究的第一步,我们实施了基于通过捕获LTE C平面信号估计的状态转换的基于状态转换的进化分组核心中的自组织地图(SOM)的可视化系统。我们展示了使用实现的系统分析实际LTE信号的案例研究,这表明我们可以直观地看到用户行为的意外特征。

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